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- ---
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- title: Stock Price Forecasting
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- emoji: 📈
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- colorFrom: blue
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- colorTo: green
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- sdk: gradio
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- sdk_version: 5.49.0
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- app_file: app.py
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- pinned: false
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- license: mit
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- ---
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-
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- # Stock Price Forecasting App
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-
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- This application uses three different models (ARIMA, Prophet, and LSTM) to forecast stock prices.
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-
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- ## Features
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- - Real-time stock data fetching from Yahoo Finance
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- - Multiple forecasting models
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- - Interactive visualizations
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- - Customizable forecast periods
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-
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- ## Models
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- 1. **ARIMA** - Traditional statistical model
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- 2. **Prophet** - Facebook's time series forecasting
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- 3. **LSTM** - Deep learning neural network
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-
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- ## Usage
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- 1. Enter a stock ticker symbol (e.g., AAPL, GOOGL)
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- 2. Select forecast period (1-90 days)
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- 3. Choose which model(s) to use
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- 4. Click "Generate Forecast"
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-
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- ⚠️ **Disclaimer**: For educational purposes only. Not financial advice.